Title :
Acquiring ISA Relations from Chinese Free Text Based on Multiple Patterns
Author :
Liu, Lei ; Zhang, Sen ; Diao, Lu Hong ; Yan, Shu Ying ; Cao, Cun Gen
Author_Institution :
Coll. of Appl. Sci., Beijing Univ. of Technol., Beijing
Abstract :
Automatic acquisition of ISA relations is a basic problem in knowledge acquisition from text. We present a method that acquires and verifies ISA relations from large Chinese free text. It initially discovers a set of sentences using Chinese lexicosyntactic patterns. Then we combine outside layer removal and inside layer gathering for acquiring concepts of constituting ISA relation. Finally, ISA relations are verified with semantic features and context features. The experimental results show the efficiency of our method.
Keywords :
data mining; natural language processing; text analysis; Chinese free text; Chinese lexicosyntactic patterns; ISA relations; inside layer gathering; knowledge acquisition; outside layer removal; sentences discovering; Computers; Concrete; Educational institutions; Encyclopedias; Fuzzy systems; Humans; Instruction sets; Knowledge acquisition; Natural language processing; Natural languages; ISA relation; Information extraction; Knowledge acquisition; Relation acquisition;
Conference_Titel :
Fuzzy Systems and Knowledge Discovery, 2008. FSKD '08. Fifth International Conference on
Conference_Location :
Jinan Shandong
Print_ISBN :
978-0-7695-3305-6
DOI :
10.1109/FSKD.2008.477